Data Science Interview Handbook - AI-Powered Learning for Developers

Intermediate

72 Lessons

Certificate of Completion

AI-POWERED

Mock Interview

Explanations

AI-POWERED

Mock Interview

Explanations

This course includes

140 Playgrounds

205 Quizzes

This course includes

140 Playgrounds

205 Quizzes

Course Overview

This course will increase your skills to crack the data science or machine learning interview. You will cover all the most common data science and ML concepts coupled with relevant interview questions. You will start by covering Python basics as well as the most widely used algorithms and data structures. From there, you will move on to more advanced topics like feature engineering, unsupervised learning, as well as neural networks and deep learning. This course takes a non-traditional approach to interview...Show More

Course Content

Are You Ready to Become a Data Scientist?

Data Science and YOU!Data Science Process Pipeline

Advancements in Data Science

Python Basics

Introduction to Python Variables Decision Making Loops Functions List and Tuple Dictionary Classes and Methods

Python Libraries

NumPy SciPy Pandas Data Visualization Scikit-learn TensorFlow

More Data Science Tools

KNIME R Orange Tableau Jupyter Weka Cloud ML Engines

Data Structures and Algorithms - I

Why Data Structures and Algorithms are Important Array Linked List Stack Queue Trees Hash Tables

Data Structures and Algorithms - II

4 Lessons

Statistics and Probability

6 Lessons

Feature Engineering

6 Lessons

Basics of Machine Learning

3 Lessons

Regression

5 Lessons

Classification

7 Lessons

Unsupervised Learning

4 Lessons

Advanced Topics in Machine Learning

4 Lessons

Conclusion

2 Lessons

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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